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Fuelling the AI Revolution with Gaming PDF

104 Pages·2017·12.6 MB·English
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Fuelling the AI Revolution with Gaming ALISON B LOWNDES AI DevRel | EMEA @alisonblowndes 11 days till Xmas! 1 The day job $ AUTOMOTIVE COMMUNICATIONS CONSUMER PACKAGED GOODS FINANCIAL SERVICES EDUCATION & RESEARCH Auto sensors reporting Location-based advertising Sentiment analysis of Risk &portfolio analysis Experiment sensor analysis location, problems what’s hot, problems New products HIGH TECHNOLOGY / LIFE SCIENCES MEDIA/ENTERTAINMENT ON-LINE SERVICES / HEALTH CARE INDUSTRIAL MFG. Viewers / advertising SOCIAL MEDIA Patient sensors, effectiveness monitoring, EHRs Mfg. quality People &career matching Warranty analysis OIL & GAS RETAIL TRAVEL & UTILITIES LAW ENFORCEMENT Drilling exploration sensor Consumer sentiment TRANSPORTATION Smart Meter analysis & DEFENSE analysis for network capacity, Sensor analysis for Threat analysis -social media optimal traffic flows monitoring, photo analysis 2 NVIDIA Gaming VR AI & HPC Self-Driving Cars GPU Computing 3 EMBED TORNADO VIDEO 4 Definitions “the machine equivalent of experience” 6 Artificial Intelligence GPU Computing A kernel runs on an SM > grid of blocks > WARP (32 threads) The kernel is the unit of work {instruction stream with arguments} 86 x 8 HOW GPU ACCELERATION WORKS Application Code Compute-Intensive Functions Rest of Sequential 5% of Code CPU Code GPU CPU + 9 https://devblogs.nvidia.com/parallelforall/even-easier-introduction-cuda/ 10

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3. Gaming. GPU Computing. VR. AI & HPC. Self-Driving Cars. NVIDIA Image source: “Unsupervised Learning of Hierarchical Representations with Convolutional Deep Belief Networks” ICML 2009 & Comm. ACM 2011. Honglak Lee, Roger Grosse, Rajesh Brain Computer Interfaces. Focused on
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Most books are stored in the elastic cloud where traffic is expensive. For this reason, we have a limit on daily download.